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How Upwork’s “FLOW” Engine Impacts Your Job Matches — and How Vollna Helps You Win More

If you’ve ever wondered how Upwork decides which freelancers show up in a client’s search results, you’re not alone. Behind the scenes, Upwork’s data science team is building something they call FLOW — an advanced marketplace coordination system that uses machine learning and economic modeling to balance supply and demand across every job category on the platform.

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